{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mlabonne/Graph-Neural-Network-Course/blob/main/4_Graph_Isomorphism_Network.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qYCmFajQ5vJY"
      },
      "source": [
        "# Graph Isomorphism Networks\n",
        "\n",
        "> Chapter 4 of the [Graph Neural Network Course](https://github.com/mlabonne/Graph-Neural-Network-Course)\n",
        "\n",
        "❤️ Created by [@maximelabonne](https://twitter.com/maximelabonne).\n",
        "\n",
        "Companion notebook to execute the code from the following article: https://mlabonne.github.io/blog/gin/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "F86smSnV5nSz"
      },
      "outputs": [],
      "source": [
        "# We assume that PyTorch is already installed\n",
        "import torch\n",
        "torchversion = torch.__version__\n",
        "\n",
        "# Install PyTorch Scatter, PyTorch Sparse, and PyTorch Geometric\n",
        "!pip install -q torch-scatter -f https://data.pyg.org/whl/torch-{torchversion}.html\n",
        "!pip install -q torch-sparse -f https://data.pyg.org/whl/torch-{torchversion}.html\n",
        "!pip install -q git+https://github.com/pyg-team/pytorch_geometric.git\n",
        "\n",
        "# Visualization\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Dataset"
      ],
      "metadata": {
        "id": "J_8VMAdU9ohF"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9kSbe6kwSnOe",
        "outputId": "c55ddaab-8c9f-44cb-8a9b-70431d699400"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset: PROTEINS(1113)\n",
            "-------------------\n",
            "Number of graphs: 1113\n",
            "Number of nodes: 36\n",
            "Number of features: 3\n",
            "Number of classes: 2\n"
          ]
        }
      ],
      "source": [
        "from torch_geometric.datasets import TUDataset\n",
        "\n",
        "dataset = TUDataset(root='.', name='PROTEINS').shuffle()\n",
        "\n",
        "# Print information about the dataset\n",
        "print(f'Dataset: {dataset}')\n",
        "print('-------------------')\n",
        "print(f'Number of graphs: {len(dataset)}')\n",
        "print(f'Number of nodes: {dataset[0].x.shape[0]}')\n",
        "print(f'Number of features: {dataset.num_features}')\n",
        "print(f'Number of classes: {dataset.num_classes}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XjrWq8d6cFIt"
      },
      "source": [
        "# 3D plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 901
        },
        "id": "SyYJJ-u8J3p3",
        "outputId": "0a587ac8-9be7-42a9-d875-aeecc2ad443a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1152 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from torch_geometric.utils import to_networkx\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import numpy as np\n",
        "\n",
        "G = to_networkx(dataset[2], to_undirected=True)\n",
        "\n",
        "# 3D spring layout\n",
        "pos = nx.spring_layout(G, dim=3, seed=0)\n",
        "\n",
        "# Extract node and edge positions from the layout\n",
        "node_xyz = np.array([pos[v] for v in sorted(G)])\n",
        "edge_xyz = np.array([(pos[u], pos[v]) for u, v in G.edges()])\n",
        "\n",
        "# Create the 3D figure\n",
        "fig = plt.figure(figsize=(16,16))\n",
        "ax = fig.add_subplot(111, projection=\"3d\")\n",
        "\n",
        "# Suppress tick labels\n",
        "for dim in (ax.xaxis, ax.yaxis, ax.zaxis):\n",
        "    dim.set_ticks([])\n",
        "\n",
        "# Plot the nodes - alpha is scaled by \"depth\" automatically\n",
        "ax.scatter(*node_xyz.T, s=500, c=\"#0A047A\")\n",
        "\n",
        "# Plot the edges\n",
        "for vizedge in edge_xyz:\n",
        "    ax.plot(*vizedge.T, color=\"tab:gray\")\n",
        "\n",
        "# fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Mini-batching"
      ],
      "metadata": {
        "id": "DFNQYQRG9s5M"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6_kUBO5hS4FI",
        "outputId": "0e2a6e74-8ee9-42e1-9cda-b8f958af3fca"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training set   = 890 graphs\n",
            "Validation set = 111 graphs\n",
            "Test set       = 112 graphs\n",
            "\n",
            "Train loader:\n",
            " - Subgraph 0: DataBatch(edge_index=[2, 8942], x=[2323, 3], y=[64], batch=[2323], ptr=[65])\n",
            " - Subgraph 1: DataBatch(edge_index=[2, 8470], x=[2366, 3], y=[64], batch=[2366], ptr=[65])\n",
            " - Subgraph 2: DataBatch(edge_index=[2, 8392], x=[2257, 3], y=[64], batch=[2257], ptr=[65])\n",
            " - Subgraph 3: DataBatch(edge_index=[2, 9780], x=[2628, 3], y=[64], batch=[2628], ptr=[65])\n",
            " - Subgraph 4: DataBatch(edge_index=[2, 11686], x=[3108, 3], y=[64], batch=[3108], ptr=[65])\n",
            " - Subgraph 5: DataBatch(edge_index=[2, 8498], x=[2242, 3], y=[64], batch=[2242], ptr=[65])\n",
            " - Subgraph 6: DataBatch(edge_index=[2, 7700], x=[2066, 3], y=[64], batch=[2066], ptr=[65])\n",
            " - Subgraph 7: DataBatch(edge_index=[2, 8672], x=[2315, 3], y=[64], batch=[2315], ptr=[65])\n",
            " - Subgraph 8: DataBatch(edge_index=[2, 10248], x=[2762, 3], y=[64], batch=[2762], ptr=[65])\n",
            " - Subgraph 9: DataBatch(edge_index=[2, 7542], x=[2020, 3], y=[64], batch=[2020], ptr=[65])\n",
            " - Subgraph 10: DataBatch(edge_index=[2, 10538], x=[2947, 3], y=[64], batch=[2947], ptr=[65])\n",
            " - Subgraph 11: DataBatch(edge_index=[2, 10940], x=[2949, 3], y=[64], batch=[2949], ptr=[65])\n",
            " - Subgraph 12: DataBatch(edge_index=[2, 8126], x=[2154, 3], y=[64], batch=[2154], ptr=[65])\n",
            " - Subgraph 13: DataBatch(edge_index=[2, 9930], x=[2516, 3], y=[58], batch=[2516], ptr=[59])\n",
            "\n",
            "Validation loader:\n",
            " - Subgraph 0: DataBatch(edge_index=[2, 9124], x=[2441, 3], y=[64], batch=[2441], ptr=[65])\n",
            " - Subgraph 1: DataBatch(edge_index=[2, 7406], x=[1987, 3], y=[47], batch=[1987], ptr=[48])\n",
            "\n",
            "Test loader:\n",
            " - Subgraph 0: DataBatch(edge_index=[2, 8750], x=[2372, 3], y=[64], batch=[2372], ptr=[65])\n",
            " - Subgraph 1: DataBatch(edge_index=[2, 7344], x=[2018, 3], y=[48], batch=[2018], ptr=[49])\n"
          ]
        }
      ],
      "source": [
        "from torch_geometric.loader import DataLoader\n",
        "\n",
        "# Create training, validation, and test sets\n",
        "train_dataset = dataset[:int(len(dataset)*0.8)]\n",
        "val_dataset   = dataset[int(len(dataset)*0.8):int(len(dataset)*0.9)]\n",
        "test_dataset  = dataset[int(len(dataset)*0.9):]\n",
        "\n",
        "print(f'Training set   = {len(train_dataset)} graphs')\n",
        "print(f'Validation set = {len(val_dataset)} graphs')\n",
        "print(f'Test set       = {len(test_dataset)} graphs')\n",
        "\n",
        "# Create mini-batches\n",
        "train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True)\n",
        "val_loader = DataLoader(val_dataset, batch_size=64, shuffle=True)\n",
        "test_loader = DataLoader(test_dataset, batch_size=64, shuffle=False)\n",
        "\n",
        "print('\\nTrain loader:')\n",
        "for i, subgraph in enumerate(train_loader):\n",
        "    print(f' - Subgraph {i}: {subgraph}')\n",
        "\n",
        "print('\\nValidation loader:')\n",
        "for i, subgraph in enumerate(val_loader):\n",
        "    print(f' - Subgraph {i}: {subgraph}')\n",
        "\n",
        "print('\\nTest loader:')\n",
        "for i, subgraph in enumerate(test_loader):\n",
        "    print(f' - Subgraph {i}: {subgraph}')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# GIN and GCN in PyTorch Geometric"
      ],
      "metadata": {
        "id": "QrycV6y79u6Y"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9frftpyFTJGm"
      },
      "outputs": [],
      "source": [
        "from torch.nn import Linear, Sequential, BatchNorm1d, ReLU, Dropout\n",
        "import torch.nn.functional as F\n",
        "from torch_geometric.nn import GCNConv, GINConv\n",
        "from torch_geometric.nn import global_mean_pool, global_add_pool\n",
        "\n",
        "\n",
        "class GCN(torch.nn.Module):\n",
        "    \"\"\"GCN\"\"\"\n",
        "    def __init__(self, dim_h):\n",
        "        super(GCN, self).__init__()\n",
        "        self.conv1 = GCNConv(dataset.num_node_features, dim_h)\n",
        "        self.conv2 = GCNConv(dim_h, dim_h)\n",
        "        self.conv3 = GCNConv(dim_h, dim_h)\n",
        "        self.lin = Linear(dim_h, dataset.num_classes)\n",
        "\n",
        "    def forward(self, x, edge_index, batch):\n",
        "        # Node embeddings \n",
        "        h = self.conv1(x, edge_index)\n",
        "        h = h.relu()\n",
        "        h = self.conv2(h, edge_index)\n",
        "        h = h.relu()\n",
        "        h = self.conv3(h, edge_index)\n",
        "\n",
        "        # Graph-level readout\n",
        "        hG = global_mean_pool(h, batch)\n",
        "\n",
        "        # Classifier\n",
        "        h = F.dropout(hG, p=0.5, training=self.training)\n",
        "        h = self.lin(h)\n",
        "        \n",
        "        return hG, F.log_softmax(h, dim=1)\n",
        "\n",
        "class GIN(torch.nn.Module):\n",
        "    \"\"\"GIN\"\"\"\n",
        "    def __init__(self, dim_h):\n",
        "        super(GIN, self).__init__()\n",
        "        self.conv1 = GINConv(\n",
        "            Sequential(Linear(dataset.num_node_features, dim_h),\n",
        "                       BatchNorm1d(dim_h), ReLU(),\n",
        "                       Linear(dim_h, dim_h), ReLU()))\n",
        "        self.conv2 = GINConv(\n",
        "            Sequential(Linear(dim_h, dim_h), BatchNorm1d(dim_h), ReLU(),\n",
        "                       Linear(dim_h, dim_h), ReLU()))\n",
        "        self.conv3 = GINConv(\n",
        "            Sequential(Linear(dim_h, dim_h), BatchNorm1d(dim_h), ReLU(),\n",
        "                       Linear(dim_h, dim_h), ReLU()))\n",
        "        self.lin1 = Linear(dim_h*3, dim_h*3)\n",
        "        self.lin2 = Linear(dim_h*3, dataset.num_classes)\n",
        "\n",
        "    def forward(self, x, edge_index, batch):\n",
        "        # Node embeddings \n",
        "        h1 = self.conv1(x, edge_index)\n",
        "        h2 = self.conv2(h1, edge_index)\n",
        "        h3 = self.conv3(h2, edge_index)\n",
        "\n",
        "        # Graph-level readout\n",
        "        h1 = global_add_pool(h1, batch)\n",
        "        h2 = global_add_pool(h2, batch)\n",
        "        h3 = global_add_pool(h3, batch)\n",
        "\n",
        "        # Concatenate graph embeddings\n",
        "        h = torch.cat((h1, h2, h3), dim=1)\n",
        "\n",
        "        # Classifier\n",
        "        h = self.lin1(h)\n",
        "        h = h.relu()\n",
        "        h = F.dropout(h, p=0.5, training=self.training)\n",
        "        h = self.lin2(h)\n",
        "        \n",
        "        return h, F.log_softmax(h, dim=1)\n",
        "\n",
        "gcn = GCN(dim_h=32)\n",
        "gin = GIN(dim_h=32)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train"
      ],
      "metadata": {
        "id": "HalBiHgN9zio"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1YsYYubhTE22",
        "outputId": "89cc1fdf-7c91-4095-e082-e0bdeb1b7ef0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 100 | Train Loss: 0.68 | Train Acc: 59.43% | Val Loss: 0.68 | Val Acc: 59.19%\n",
            "Test Loss: 0.67 | Test Acc: 60.68%\n",
            "Epoch 100 | Train Loss: 0.51 | Train Acc: 74.96% | Val Loss: 0.46 | Val Acc: 80.27%\n",
            "Test Loss: 0.58 | Test Acc: 69.01%\n"
          ]
        }
      ],
      "source": [
        "def train(model, loader):\n",
        "    criterion = torch.nn.CrossEntropyLoss()\n",
        "    optimizer = torch.optim.Adam(model.parameters(),\n",
        "                                      lr=0.01,\n",
        "                                      weight_decay=0.01)\n",
        "    epochs = 100\n",
        "\n",
        "    model.train()\n",
        "    for epoch in range(epochs+1):\n",
        "      total_loss = 0\n",
        "      acc = 0\n",
        "      val_loss = 0\n",
        "      val_acc = 0\n",
        "\n",
        "      # Train on batches\n",
        "      for data in loader:\n",
        "        optimizer.zero_grad()\n",
        "        _, out = model(data.x, data.edge_index, data.batch)\n",
        "        loss = criterion(out, data.y)\n",
        "        total_loss += loss / len(loader)\n",
        "        acc += accuracy(out.argmax(dim=1), data.y) / len(loader)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        # Validation\n",
        "        val_loss, val_acc = test(model, val_loader)\n",
        "\n",
        "    # Print metrics every 10 epochs\n",
        "    if(epoch % 10 == 0):\n",
        "        print(f'Epoch {epoch:>3} | Train Loss: {total_loss:.2f} '\n",
        "              f'| Train Acc: {acc*100:>5.2f}% '\n",
        "              f'| Val Loss: {val_loss:.2f} '\n",
        "              f'| Val Acc: {val_acc*100:.2f}%')\n",
        "          \n",
        "    test_loss, test_acc = test(model, test_loader)\n",
        "    print(f'Test Loss: {test_loss:.2f} | Test Acc: {test_acc*100:.2f}%')\n",
        "    \n",
        "    return model\n",
        "\n",
        "def test(model, loader):\n",
        "    criterion = torch.nn.CrossEntropyLoss()\n",
        "    model.eval()\n",
        "    loss = 0\n",
        "    acc = 0\n",
        "\n",
        "    for data in loader:\n",
        "      _, out = model(data.x, data.edge_index, data.batch)\n",
        "      loss += criterion(out, data.y) / len(loader)\n",
        "      acc += accuracy(out.argmax(dim=1), data.y) / len(loader)\n",
        "\n",
        "    return loss, acc\n",
        "\n",
        "def accuracy(pred_y, y):\n",
        "    \"\"\"Calculate accuracy.\"\"\"\n",
        "    return ((pred_y == y).sum() / len(y)).item()\n",
        "\n",
        "gcn = train(gcn, train_loader)\n",
        "gin = train(gin, train_loader)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Plot graph classification"
      ],
      "metadata": {
        "id": "xsNvWebN98lb"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "EMeYrsD9oNsh",
        "outputId": "80acd4e4-5d5a-476b-9a99-14a0a9227c35"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1152 with 16 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, ax = plt.subplots(4, 4, figsize=(16,16))\n",
        "fig.suptitle('GCN - Graph classification')\n",
        "\n",
        "for i, data in enumerate(dataset[1113-16:]):\n",
        "    # Calculate color (green if correct, red otherwise)\n",
        "    _, out = gcn(data.x, data.edge_index, data.batch)\n",
        "    color = \"green\" if out.argmax(dim=1) == data.y else \"red\"\n",
        "\n",
        "    # Plot graph\n",
        "    ix = np.unravel_index(i, ax.shape)\n",
        "    ax[ix].axis('off')\n",
        "    G = to_networkx(dataset[i], to_undirected=True)\n",
        "    nx.draw_networkx(G,\n",
        "                    pos=nx.spring_layout(G, seed=0),\n",
        "                    with_labels=False,\n",
        "                    node_size=150,\n",
        "                    node_color=color,\n",
        "                    width=0.8,\n",
        "                    ax=ax[ix]\n",
        "                    )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "kS-JlhxmKQ39",
        "outputId": "a45e7450-3776-41e4-eba2-e641b6b33643"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1152 with 16 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, ax = plt.subplots(4, 4, figsize=(16,16))\n",
        "fig.suptitle('GIN - Graph classification')\n",
        "\n",
        "for i, data in enumerate(dataset[1113-16:]):\n",
        "    # Calculate color (green if correct, red otherwise)\n",
        "    _, out = gin(data.x, data.edge_index, data.batch)\n",
        "    color = \"green\" if out.argmax(dim=1) == data.y else \"red\"\n",
        "\n",
        "    # Plot graph\n",
        "    ix = np.unravel_index(i, ax.shape)\n",
        "    ax[ix].axis('off')\n",
        "    G = to_networkx(dataset[i], to_undirected=True)\n",
        "    nx.draw_networkx(G,\n",
        "                    pos=nx.spring_layout(G, seed=0),\n",
        "                    with_labels=False,\n",
        "                    node_size=150,\n",
        "                    node_color=color,\n",
        "                    width=0.8,\n",
        "                    ax=ax[ix]\n",
        "                    )"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Ensemble learning"
      ],
      "metadata": {
        "id": "0yQ5qoxk-C4m"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TeVLqD6podfb",
        "outputId": "e4565ac5-4f3e-41d6-e15a-708325bedb0a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GCN accuracy:     60.68%\n",
            "GIN accuracy:     69.01%\n",
            "GCN+GIN accuracy: 71.88%\n"
          ]
        }
      ],
      "source": [
        "gcn.eval()\n",
        "gin.eval()\n",
        "acc_gcn = 0\n",
        "acc_gin = 0\n",
        "acc = 0\n",
        "\n",
        "for data in test_loader:\n",
        "    # Get classifications\n",
        "    _, out_gcn = gcn(data.x, data.edge_index, data.batch)\n",
        "    _, out_gin = gin(data.x, data.edge_index, data.batch)\n",
        "    out = (out_gcn + out_gin)/2\n",
        "\n",
        "    # Calculate accuracy scores\n",
        "    acc_gcn += accuracy(out_gcn.argmax(dim=1), data.y) / len(test_loader)\n",
        "    acc_gin += accuracy(out_gin.argmax(dim=1), data.y) / len(test_loader)\n",
        "    acc += accuracy(out.argmax(dim=1), data.y) / len(test_loader)\n",
        "\n",
        "# Print results\n",
        "print(f'GCN accuracy:     {acc_gcn*100:.2f}%')\n",
        "print(f'GIN accuracy:     {acc_gin*100:.2f}%')\n",
        "print(f'GCN+GIN accuracy: {acc*100:.2f}%')"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "4. Graph Isomorphism Network.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.12"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}